Historians differ, although I think most lean towards guilt. However, it's hard to judge evidence decades later. And one thing is certain - the trial was a sham. Judge Webster Thayer himself commented that it really didn't matter if they were guilty of the murder itself, since their anarchist philosophy was in itself a crime.
